{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Convert EfficientNet Model to ONNX and Inference with ONNX Runtime"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this tutorial, you'll be introduced to how to load a EfficientNet model (a Tensorflow Keras model), convert it to ONNX using Keras2onnx, and inference it for high performance using ONNX Runtime. In the following sections, we are going to use the pretrained EfficientNet model as an example. This EfficientNet model is used for image classification."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 0. Prerequisites ##\n",
    "First we need a python environment before running this notebook.\n",
    "\n",
    "You can install [Anaconda](https://www.anaconda.com/distribution/) and [Git](https://git-scm.com/downloads) and open an Anaconda console when it is done. Then you can run the following commands to create a conda environment named cpu_env:\n",
    "\n",
    "```console\n",
    "conda create -n cpu_env python=3.7\n",
    "conda activate cpu_env\n",
    "```\n",
    "\n",
    "Finally, launch Jupyter Notebook and you can choose cpu_env as kernel to run this notebook.\n",
    "\n",
    "Let's install [Tensorflow](https://www.tensorflow.org/install), [ONNXRuntime](https://microsoft.github.io/onnxruntime/), Keras2Onnx and other packages like the following:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "\n",
    "!{sys.executable} -m pip install --quiet --upgrade tensorflow==2.1.0\n",
    "!{sys.executable} -m pip install --quiet --upgrade onnxruntime\n",
    "\n",
    "# Install keras2onnx from source to support tensorflow 2.1 models currently.\n",
    "!{sys.executable} -m pip install --quiet git+https://github.com/microsoft/onnxconverter-common\n",
    "!{sys.executable} -m pip install --quiet git+https://github.com/onnx/keras-onnx\n",
    "    \n",
    "# Install other packages used in this notebook.   \n",
    "!{sys.executable} -m pip install -U git+https://github.com/qubvel/efficientnet"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Load Pretrained EfficientNet model ##"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Start to load the pretrained EfficientNet model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import efficientnet.tfkeras as efn\n",
    "from tensorflow.keras.applications.imagenet_utils import decode_predictions, preprocess_input\n",
    "from efficientnet.preprocessing import center_crop_and_resize\n",
    "from skimage.io import imread\n",
    "model = efn.EfficientNetB0(weights='imagenet')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Tensorfow Inference\n",
    "\n",
    "Use one example to run inference using TensorFlow as baseline."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "[[('n02510455', 'giant_panda', 0.8546536),\n",
       "  ('n02132136', 'brown_bear', 0.007724042),\n",
       "  ('n02134084', 'ice_bear', 0.004205322),\n",
       "  ('n02509815', 'lesser_panda', 0.0035927717),\n",
       "  ('n02447366', 'badger', 0.0034796346)]]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "image = imread('../tests/data/panda.jpg')\n",
    "image_size = model.input_shape[1]\n",
    "plt.imshow(image, interpolation='nearest')\n",
    "plt.show()\n",
    "x = center_crop_and_resize(image, image_size=image_size)\n",
    "\n",
    "x = preprocess_input(x, mode='torch')\n",
    "inputs = np.expand_dims(x, 0)\n",
    "expected = model.predict(inputs)\n",
    "decode_predictions(expected)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Convert the model to ONNX\n",
    "\n",
    "Now we use Keras2onnx to convert the model to ONNX format."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "tf executing eager_mode: True\n",
      "tf.keras model eager_mode: False\n",
      "The node number after optimization: 631 -> 290\n"
     ]
    }
   ],
   "source": [
    "import keras2onnx\n",
    "output_model_path = \"keras_efficientNet.onnx\"\n",
    "onnx_model = keras2onnx.convert_keras(model, model.name)\n",
    "keras2onnx.save_model(onnx_model, output_model_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Inference the ONNX Model with ONNX Runtime\n",
    "\n",
    "Inference via ONNXRuntime:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[('n02510455', 'giant_panda', 0.85465264),\n",
       "  ('n02132136', 'brown_bear', 0.0077241478),\n",
       "  ('n02134084', 'ice_bear', 0.0042053456),\n",
       "  ('n02509815', 'lesser_panda', 0.0035927782),\n",
       "  ('n02447366', 'badger', 0.003479649)]]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import onnxruntime\n",
    "\n",
    "sess_options = onnxruntime.SessionOptions()\n",
    "sess = onnxruntime.InferenceSession(output_model_path, sess_options)\n",
    "data = [inputs.astype(np.float32)]\n",
    "input_names = sess.get_inputs()\n",
    "feed = zip(sorted(i_.name for i_ in input_names), data)\n",
    "\n",
    "actual = sess.run(None, dict(feed))\n",
    "decode_predictions(actual[0])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
